AI Ethics · ARTICLEMEMBERS
Distinguishing F, K and R on the same case question and justifying handoffs
AI Data Engineering · ARTICLEMEMBERS
A sandbox is a supervised learning environment. Treating it as a certification machine confuses the process of discovery with the outcome of conformity assessment.
AI Data Engineering · ARTICLEMEMBERS
An attendance record proves that someone was present. It does not prove that they can detect a false AI output, protect sensitive data, override a decision effectively or stop at the right moment.
AI Data Engineering · ARTICLEMEMBERS
Consultants who present solutions too early often advise an imagined organisation. A defensible assessment first reveals how work, data, systems, decisions and responsibility actually connect.
Prompt & Context Engineering · ARTICLEMEMBERS
A good recommendation does not begin with a fast answer, but with a procedure that keeps uncertainty visible. The Sakızlı five-phase consulting model gives AI consulting that procedure — and puts contractual, legal and regulatory questions at its centre.